For convenience, the generator is non-autoregressive. Considering the number of elements \({N}\)  is uncertain, our model also introduces non-objects and bipartite matching to calculate reconstruction loss \(L_{rec}\)  following [1]}. That is to say, all layouts are padded to the max length and padding elements are non-objects with all-zero coordinates.
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